{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.spatial.distance import euclidean \n",
    "from insightface.embedder import InsightfaceEmbedder"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Insightface wrapper usage example**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just to remind, this is a minumalistic wrapper for [Insightface](https://github.com/deepinsight/insightface) face recognition model.\n",
    "\n",
    "This model does detection and alignment and returns an embedding.\n",
    "\n",
    "Despite doing detection it is not suitable for images with multiple faces."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Pre-trained model storage format**\n",
    "\n",
    "Check out [Insightface Model Zoo](https://github.com/deepinsight/insightface/wiki/Model-Zoo) and find a model that suits you. `LResNet100E-IR,ArcFace@ms1m-refine-v2` is used in this tutorial. MXNet model dump consists of `log` file, `<name>-<epoch>.params` model weights file, `<name>-symbol.json` symbol file. \n",
    "\n",
    "Path to model has to be defined as `....../<model_dump_folder>/<name>`\n",
    "\n",
    "**Initialize wrapper**\n",
    "\n",
    "`InsightfaceEmbedder` class is all you need to launch inference with pre-trained model of choice. \n",
    "\n",
    "    model_path - path to model in aforementioned format\n",
    "    epoch_num - is required to parse model dump correctly. Default is \"0000\"\n",
    "    image_size - size of input image, check your model for compatability\n",
    "    no_face_raise - if True, raise exception of no face is found. If False, return None if no face is found."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading models/model-r100-ii/model 0\n"
     ]
    }
   ],
   "source": [
    "model_path = \"models/model-r100-ii/model\"\n",
    "embedder = InsightfaceEmbedder(model_path=model_path, epoch_num='0000', image_size=(112, 112))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Usage example**\n",
    "\n",
    "Let's load up some images, two pics of me and some random girl from the web."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_me1 = cv2.imread(\"test_images/me1.jpg\")\n",
    "img_me2 = cv2.imread(\"test_images/me2.jpg\")\n",
    "img_girl1 = cv2.imread(\"test_images/girl1.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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60qiJNw6hPUVZYouC6cQjBDzy6OPkk4x2GvPlh/6K93/gbvb7Q0ASJyl7ewcsLi+htabV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+AMsijlD6SU5EmOr0rFRc/zsRas1GgdkPcThprrSIUhVs3SOs3qB63byaz3YxXHXrvjH5/s4NSx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\n0wgnZGvIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3788159e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "a=fig.add_subplot(1, 3, 1)\n",
    "plt.imshow(img_me1[:,:, ::-1])\n",
    "a=fig.add_subplot(1, 3, 2)\n",
    "plt.imshow(img_me2[:,:, ::-1])\n",
    "a=fig.add_subplot(1, 3, 3)\n",
    "plt.imshow(img_girl1[:,:, ::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Get embeddings**\n",
    "\n",
    "`.embed_image` method takes a single-face BGR image, performs additional face detection and alignment and returns an embedding for that face. \n",
    "\n",
    "Embeddings are 512-dimensional vectors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "emb_me1 = embedder.embed_image(img_me1)\n",
    "emb_me2 = embedder.embed_image(img_me2)\n",
    "emb_girl1 = embedder.embed_image(img_girl1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(512,)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emb_me1.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Comparing embeddings**\n",
    "\n",
    "Distances in insightface embedding space can be measured via regular Euclidean distance.\n",
    "\n",
    "Let's check that my faces are closer to each other than to a female face."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(True, True)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "euclidean(emb_me1, emb_me2) < euclidean(emb_me1, emb_girl1),\\\n",
    "euclidean(emb_me1, emb_me2) < euclidean(emb_me2, emb_girl1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**What if there is no face?**\n",
    "\n",
    "Original Insightface code crashes with unintelligible segmentation fault error if wrong face detector output is fed to the model. \n",
    "\n",
    "We fix that and throw a nice exception or return `None` (configurable) if face detector output is not compatible with the embedding model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/4VbKmjhx5gw6vDA6Qv48CAFZaojCEK9gw1ObuO7667jkrWfRf8psan70iGw3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NyNr2D7xjrDNqPuDhBmFtHacW6YrLPtmm0cOnyCv/37T/JjP/42tHCEqPSzD7B2Mfh3XmDIimBi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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3791237048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "no_face_img = cv2.imread(\"test_images/pepe.jpg\")\n",
    "plt.imshow(no_face_img[:,:, ::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "Exception",
     "evalue": "No face detected!",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mException\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-9-e93d7443ec64>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0membedder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed_image\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mno_face_img\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/PycharmProjects/insightface-just-works/insightface/embedder.py\u001b[0m in \u001b[0;36membed_image\u001b[0;34m(self, image)\u001b[0m\n\u001b[1;32m     21\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mpreprocessed\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mno_face_raise\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"No face detected!\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     24\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     25\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mException\u001b[0m: No face detected!"
     ]
    }
   ],
   "source": [
    "embedder.embed_image(no_face_img)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
